Gráficos

Victor Batista

Mapa por grupos

Mapa por arcos

Análise exploratória

Estatísticas descritivas

  code_muni          name_muni          code_state        abbrev_state      
 Length:1132        Length:1132        Length:1132        Length:1132       
 Class :character   Class :character   Class :character   Class :character  
 Mode  :character   Mode  :character   Mode  :character   Mode  :character  
                                                                            
                                                                            
                                                                            
                                                                            
  name_state        code_region        name_region        fronteira      
 Length:1132        Length:1132        Length:1132        Mode :logical  
 Class :character   Class :character   Class :character   FALSE:544      
 Mode  :character   Mode  :character   Mode  :character   TRUE :588      
                                                                         
                                                                         
                                                                         
                                                                         
  treated           groups             arcos             AREA_TOT        
 Mode :logical   Length:1132        Length:1132        Length:1132       
 FALSE:544       Class :character   Class :character   Class :character  
 TRUE :588       Mode  :character   Mode  :character   Mode  :character  
                                                                         
                                                                         
                                                                         
                                                                         
   AREA_INT           PORC_INT         CID_GEMEA       FAIXA_SEDE     
 Length:1132        Length:1132        Mode :logical   Mode :logical  
 Class :character   Class :character   FALSE:555       FALSE:77       
 Mode  :character   Mode  :character   TRUE :33        TRUE :511      
                                       NA's :544       NA's :544      
                                                                      
                                                                      
                                                                      
 Argentina        Bolivia         Colombia       French_Guiana  
 Mode :logical   Mode :logical   Mode :logical   Mode :logical  
 FALSE:1099      FALSE:1112      FALSE:1130      FALSE:1130     
 TRUE :33        TRUE :20        TRUE :2         TRUE :2        
                                                                
                                                                
                                                                
                                                                
   Guyana         Suriname        Paraguay          Peru        
 Mode :logical   Mode :logical   Mode :logical   Mode :logical  
 FALSE:1126      FALSE:1128      FALSE:1112      FALSE:1120     
 TRUE :6         TRUE :4         TRUE :20        TRUE :12       
                                                                
                                                                
                                                                
                                                                
  Uruguay        Venezuela       Taxa_de_analfabetismo
 Mode :logical   Mode :logical   Min.   : 0.900       
 FALSE:1120      FALSE:1124      1st Qu.: 6.000       
 TRUE :12        TRUE :8         Median : 9.100       
                                 Mean   : 9.901       
                                 3rd Qu.:12.200       
                                 Max.   :40.200       
                                 NA's   :1            
 Taxa_de_desemprego_16a_e+      Gini        PIB_per_capita  
 Min.   : 0.100            Min.   :0.2947   Min.   :  3129  
 1st Qu.: 2.090            1st Qu.:0.4442   1st Qu.: 10556  
 Median : 3.820            Median :0.4883   Median : 13964  
 Mean   : 4.102            Mean   :0.4952   Mean   : 16374  
 3rd Qu.: 5.645            3rd Qu.:0.5387   3rd Qu.: 18872  
 Max.   :27.760            Max.   :0.8082   Max.   :220358  
 NA's   :1                 NA's   :1        NA's   :1       
 %_população_com_renda_<_1/4_SM Taxa_de_trabalho_infantil
 Min.   : 0.07                  Min.   : 0.280           
 1st Qu.: 5.33                  1st Qu.: 9.365           
 Median : 9.86                  Median :14.470           
 Mean   :13.86                  Mean   :17.226           
 3rd Qu.:17.62                  3rd Qu.:22.135           
 Max.   :77.91                  Max.   :72.090           
 NA's   :1                      NA's   :1                
 Porcentagem_Homens_Jovens   valor-2010       valor-2011       valor-2012    
 Min.   : 7.88             Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:11.54             1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median :12.43             Median : 10.15   Median :  9.14   Median : 10.88  
 Mean   :12.48             Mean   : 15.53   Mean   : 14.09   Mean   : 16.09  
 3rd Qu.:13.32             3rd Qu.: 24.97   3rd Qu.: 22.91   3rd Qu.: 25.44  
 Max.   :26.72             Max.   :147.36   Max.   :111.06   Max.   :132.02  
 NA's   :1                 NA's   :1        NA's   :1        NA's   :1       
   valor-2013       valor-2014       valor-2015       valor-2016    
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median : 11.70   Median : 11.75   Median : 11.85   Median : 13.22  
 Mean   : 15.92   Mean   : 16.45   Mean   : 16.47   Mean   : 18.23  
 3rd Qu.: 24.92   3rd Qu.: 27.14   3rd Qu.: 25.67   3rd Qu.: 28.63  
 Max.   :183.72   Max.   :153.89   Max.   :137.13   Max.   :155.08  
 NA's   :1        NA's   :1        NA's   :1        NA's   :1       
   valor-2017       valor-2018       valor-2019      feminicidio   hom_doloso
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :0    Min.   :0   
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:0    1st Qu.:0   
 Median : 14.57   Median : 12.38   Median : 10.86   Median :0    Median :0   
 Mean   : 19.56   Mean   : 16.87   Mean   : 15.47   Mean   :0    Mean   :0   
 3rd Qu.: 30.12   3rd Qu.: 25.48   3rd Qu.: 23.98   3rd Qu.:0    3rd Qu.:0   
 Max.   :222.00   Max.   :211.02   Max.   :176.68   Max.   :0    Max.   :0   
 NA's   :1        NA's   :1        NA's   :1        NA's   :3    NA's   :3   
     lesao      mandado           transito   esclarecer   latrocinio
 Min.   :0   Min.   :   0.00   Min.   :0   Min.   :0    Min.   :0   
 1st Qu.:0   1st Qu.:   0.00   1st Qu.:0   1st Qu.:0    1st Qu.:0   
 Median :0   Median :   2.00   Median :0   Median :0    Median :0   
 Mean   :0   Mean   :  37.04   Mean   :0   Mean   :0    Mean   :0   
 3rd Qu.:0   3rd Qu.:  21.00   3rd Qu.:0   3rd Qu.:0    3rd Qu.:0   
 Max.   :0   Max.   :3716.00   Max.   :0   Max.   :0    Max.   :0   
 NA's   :3   NA's   :3         NA's   :3   NA's   :3    NA's   :3   
 tentativa_hom            geom     
 Min.   :0     MULTIPOLYGON :1132  
 1st Qu.:0     epsg:4326    :   0  
 Median :0     +proj=long...:   0  
 Mean   :0                         
 3rd Qu.:0                         
 Max.   :0                         
 NA's   :3                         

Distribuição

Analfabetismo

Analfabetismo

Gini

Desemprego

Homicídios

   valor-2010       valor-2011       valor-2012       valor-2013    
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median : 10.15   Median :  9.14   Median : 10.88   Median : 11.70  
 Mean   : 15.53   Mean   : 14.09   Mean   : 16.09   Mean   : 15.92  
 3rd Qu.: 24.97   3rd Qu.: 22.91   3rd Qu.: 25.44   3rd Qu.: 24.92  
 Max.   :147.36   Max.   :111.06   Max.   :132.02   Max.   :183.72  
 NA's   :1        NA's   :1        NA's   :1        NA's   :1       
   valor-2014       valor-2015       valor-2016       valor-2017    
 Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.00  
 1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00  
 Median : 11.75   Median : 11.85   Median : 13.22   Median : 14.57  
 Mean   : 16.45   Mean   : 16.47   Mean   : 18.23   Mean   : 19.56  
 3rd Qu.: 27.14   3rd Qu.: 25.67   3rd Qu.: 28.63   3rd Qu.: 30.12  
 Max.   :153.89   Max.   :137.13   Max.   :155.08   Max.   :222.00  
 NA's   :1        NA's   :1        NA's   :1        NA's   :1       
   valor-2018       valor-2019                geom     
 Min.   :  0.00   Min.   :  0.00   MULTIPOLYGON :1132  
 1st Qu.:  0.00   1st Qu.:  0.00   epsg:4326    :   0  
 Median : 12.38   Median : 10.86   +proj=long...:   0  
 Mean   : 16.87   Mean   : 15.47                       
 3rd Qu.: 25.48   3rd Qu.: 23.98                       
 Max.   :211.02   Max.   :176.68                       
 NA's   :1        NA's   :1                            

Homicídios

Homicídios

Homicídios

Feminicídios

Homicídio doloso

Lesão seguida de morte

Mandados de prisão

Mortes no trânsito

Mortes a esclarecer

Latrocínio

Tentativa de homicídio

Outras variáveis da base do Ministério (estadual)

  • Apreensão de Cocaína

  • Apreensão de Maconha

  • Arma de Fogo Apreendida

  • Furto de veículo

  • Roubo a instituição financeira

  • Roubo de carga

  • Roubo de veículo

  • Tráfico de drogas